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Compute the appropriate regression equation for the following data: X 1 2 3 4 5 Y 5 7 9 11 13 X is the independent variable and Y is the dependent variable. - Mathematics and Statistics

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प्रश्न

Compute the appropriate regression equation for the following data:

X 1 2 3 4 5
5 7 9 11 13

X is the independent variable and Y is the dependent variable.

योग
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उत्तर

Since X is an independent variable and Y is a dependent variable, we find the regression equation of Y on X.

X = xi Y = yi `x_i^2` xiyi
1 5 1 5
2 7 4 14
3 9 9 27
4 11 16 44
5 13 25 65
15 45 55 155

From the table, we have,

n = 3, ∑X = 15, ∑Y = 45, ∑X2 = 55, ∑XY = 155

`bar x = (sum X)/n 15/5` = 3

`bar y = (sum Y)/n = 45/5` = 9

Now, bYX = `n((sum X Y) - n(sum X)(sum Y))/(n(sum X^2) - (sum X)^2)`

= `(5(155) - (15)(45))/(5(55) - (15)^2)`

= `(775 - 675)/(275 - 225)`

= `100/50`

∴ b = 2

The formula for the Y-intercept, a, is:

a = `bar Y - b bar X`

= 9 − 2(3)

 = 9 − 6

= 3

∴ The regression equation of Y on X is

Y = a + bX

∴ Y = 3 − 2 X

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